They had gone nine games unbeaten in the league under new manager Sonia Bompastor, before the shock result at the King Power.
The defending champions went a goal down in the first half, with Wieke Kaptein equalising in the 77th minute to bag the blues a point.
Elsewhere in the WSL, Crystal Palace take on Manchester United at Sutton’s VBS community stadium this afternoon.